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Zhen
LEI Ph.D.
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雷 震
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Professor, IEEE/IAPR Fellow
National
Laboratory of Pattern Recognition, CASIA
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PhD
Supervisor: Stan Z. Li
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Tel: +86-10-82544687
[google
scholar] [dblp]
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Email:
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zlei at nlpr.ia.ac.cn
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zhen.ray at
gmail.com
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Work
Experience
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2022~now, Professor, Centre
for Artificial Intelligence and Robotics, Hong Kong Institute of
Science & Innovation, Chinese Academy of Sciences
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2022~now, Professor, State Key Laboratory of Multimodal
Artificial Intelligence Systems, Institute of Automation, Chinese Academy
of Sciences
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2018~2022, Professor, National Laboratory of Pattern
Recognition, Institute of Automation, Chinese Academy of Sciences
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2013~2018, Associate Professor, National
Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy
of Sciences
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2011~2013, Assistant Professor, National Laboratory of
Pattern Recognition, Institute of Automation, Chinese Academy of Sciences
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2010~2011, Staff Researcher, IBM Research-China, Analytics and
Optimization Dept.
Education
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2005~2010, Ph.D. in Center for Biometrics and Security
Research (CBSR) & National
Laboratory of Pattern Recognition (NLPR), Institute of Automation,
Chinese Academy of Sciences
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2001~2005,
B.S in Dept. of Automation, University of
Science and Technology of China
Research
Interests
AI Fundamental, Scene Perception/Understanding (Detection, Alignment,
Recognition, Reasoning), Biometrics, Pattern Recognition, Computer Vision
News
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欢迎报考研究生的同学联系我。常年招收博士后和实习生。
Always looking for Post-doctoral (in
Beijing/HongKong) or intern students working on
AI fundamental, deep learning based computer
vision, including object/face detection and recognition, video analysis
and understanding. If you are interested, please send me an email with
your CV.
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2024.1, we won two sub-tasks in Face
Recognition Challenge in the Era of Synthetic Data (FRCSyn)
at WACV2024.
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2023.12.1, we won the Springer Best
Paper 1st Runner Up Award in CCBR2023. Congrats to Te Yang and Xiangyu!
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2023.11.22, Elevation to IEEE
Fellow 2024.
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2023.2, 5 papers accepted by CVPR2023. Congrats to all collaborators!
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2023.2.14, we won the Best Poster
Paper in CCBR2022. Congrats to Tianshuo!
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2022.12, 1
TPAMI and 1 TIFS are accepted. Congrats to Xiangyu
and Zezheng!
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One paper
about a survey of deep learning for face anti-spoofing has been accepted
by TPAMI. Congrats to Zitong!
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2022.6, I
have been named as IAPR
Fellow 2022.
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Our High-fidelity
3D Face Shape Recovery paper has been accepted by TPAMI. Congrats
to Xiangyu!
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3 Papers accepted by CVPR2022.
Congrats to all collaborators!
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1 Paper
has been accepted by AAAI2022. Congrats to Zongzhao!
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We won the 1st
Place of CAIP Guess the age contest
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2021.6
Recently, 1 TPAMI, 2 TIFS, 1 TKDE, 1 TCSVT are accepted.
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Four
papers accepted by ECCV2020!
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Five papers (3 orals) accepted by CVPR 2020. Congrats to all
collaborators!
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Three papers accepted by AAAI 2020.
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We won the 1st
place in Lightweight
Face Recognition Challenge on DeepGlint-Large
track
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We won the 1st
place in UG2 Challenge on the
Dark Face Detection track
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Awarded the IAPR Young Biometrics Investigator Award (given to a single researcher worldwide every two years under the
age of 40, whose research work has had a major impact in biometrics)
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Competitions
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Face Recognition Challenge in the Era of
Synthetic Data (FRCSyn) at WACV2024, Rank 1st on two sub-tasks.
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2021 CAIP Guess the
age contest, 1st Place
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2019 ICCV Lightweight
Face Recognition Challenge on DeepGlint-Large
track, Rank 1st
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2019 CVPR UG2
Challenge: (Semi-) Supervised Face Detection in Low Light
Conditions, Rank 1st
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2017 FG facial micro-expression
recognition competition, Rank 1st
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2013 ICCV 300-W
Challenge on facial landmark detection, Rank 1st
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2013 The 2nd
competition on counter measures to 2D facial spoofing attacks, Rank 1st
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2011 IJCB Competition
on counter measures to 2D facial spoofing attacks, Rank 1st
Publications
Book
Chapter
1.
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Zitong
Yu, Chenxu Zhao, Zhen Lei, “Face Presentation
Attack Detection”, Handbook of Face Recognition, 3rd Edition,
Stan Z. Li, Anil K. Jain, Jiankang Deng (Eds.).
Springer. December 29, 2023.
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2.
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Zhen Lei,
Wang Tao, Xiangyu Zhu, Tianyu
Fu, “Countermeasures to face photo spoofing attacks by exploiting
structure and texture information from rotated face sequences”, Mobile
Biometrics, Guodong Guo; Harry Wechsler (Eds.).
IET Digital Library. ISBN: 978-1-78561-095-0. 2017
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3.
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Meng
Ao, Dong Yi, Zhen Lei and Stan
Z. Li “Face Recognition at a Distance: System Issues”, Handbook of Remote
Biometrics for Surveillance and Security, Tistarelli,
Massimo; Li, Stan Z.; Chellappa, Rama (Eds.). Springer. ISBN:
978-1-84882-384-6. July 2009. [pdf]
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4.
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Rui Wang, Shengcai Liao, Zhen Lei and Stan Z. Li,
“Multimodal Biometrics Based on Near Infrared Face Recognition”, Chapter
in Biometrics: Theory, Methods, and
Applications (eds: N. V. Boulgouris, Konstantinos N. Plataniotis, Evangelia Micheli-Tzanakou).
Wiley-IEEE Press, ISBN: 978-0-470-24782-2. November 2009.
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5.
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Stan Z. Li, Zhen
Lei, Ying Zheng, ZengFu Wang. "Shape
and Texture Based Deformable Models for Image Analysis". In Deformable Models - Theory & Biomaterial Applications", Suri, Jasjit S. & Farag, Aly (Eds.). Springer.
ISBN: 978-0-387-31201-9.
Aug 2007. [pdf]
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AI
Fundamental
1.
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Qu Tang, Xiangyu
Zhu, Zhen Lei, Zhaoxiang Zhang,
“Intrinsic Physical Concepts Discovery with Object-Centric Predictive
Models”, In Proceedings of IEEE International Conference on Computer
Vision and Pattern Recognition, (CVPR2023). Vancouver, Canada, June
18-22, 2023.
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2.
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Chang Yu, Xiangyu
Zhu, Xiaomei Zhang, Zhaoxiang Zhang, Zhen
Lei, “Graphics Capsule: Learning Hierarchical 3D Face Representations
from 2D Images”, In Proceedings of IEEE International Conference on
Computer Vision and Pattern Recognition, (CVPR2023). Vancouver,
Canada, June 18-22, 2023.
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3.
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Pengfei Wang, Zhaoxiang
Zhang, Zhen Lei, Lei Zhang, “Sharpness-Aware Gradient Matching for
Domain Generalization”, In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2023).
Vancouver, Canada, June 18-22, 2023.
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4.
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Sunyuan Qiang, Jiayi Hou, Jun Wan, Yanyan Liang, Zhen
Lei, Du Zhang, "Mixture Uniform Distribution Modeling and
Asymmetric Mix Distillation for Class Incremental Learning", in Proceedings of the
Thirty-Seventh AAAI Conference on Artificial Intelligence, (AAAI 2023),
Washington, DC, USA, February 7–14, 2023.
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5.
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Zongzhao
Li, Xiangyu Zhu, Zhen Lei, Zhaoxiang Zhang, “Deconfounding Physical Dynamics with Global Causal
Relation and Confounder Transmission for Counterfactual Prediction”, in Proceedings of 36th AAAI Conference on
Artificial Intelligence, (AAAI 2022), Vancouver, BC, Canada, February
22–March 1, 2022. [pdf]
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6.
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Qu
Tang, Xiangyu Zhu, Zhen Lei, Zhaoxiang Zhang, “Object
Dynamics Distillation for Scene Decomposition and Representation”, in Tenth International Conference on
Learning Representations (ICLR
2022), 2022.
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7.
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Chang Yu, Xiangyu Zhu, Xiaomei
Zhang, Zidu Wang, Zhaoxiang
Zhang, Zhen Lei, “HP-Capsule:
Unsupervised Face Part Discovery by Hierarchical Parsing Capsule
Network”, In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2022). New
Orleans, Louisiana, June 19-24, 2022. [pdf]
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Object
(Face, Pedestrian) Detection
1.
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Xiaomei Zhang, Yingying Chen,
Ming Tang, Zhen Lei, Jinqiao Wang,
“Grammar-Induced Wavelet Network for Human Parsing”, IEEE
Transactions on Image Processing, volume 31,
4502-4514, 14 June 2022.
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2.
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Xiaomei Zhang, Yingying Chen,
Ming Tang, Jinqiao Wang, Xiangyu
Zhu, Zhen Lei, “Human Parsing with Part-aware Relation Modeling”, IEEE
Transactions on Multimedia, volume 25, 2601-2612, 07 February 2022.
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3.
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Xiaomei Zhang, Feng
Pan, Ke Xiang, Xiangyu Zhu, Chang Yu, Zidu Wang, Zhen Lei, “Contrastive and
Consistent Learning for Unsupervised Human Parsing”, In
Proceedings of the 16th Chinese
Conference on Biometrics, (CCBR2022).
Beijing, China, Oct. 27-28, 2022.
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4.
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Chubin Zhuang, Zongzhao Li, Xiangyu Zhu, Zhen
Lei, Stan Z. Li, “SADet: Learning An
Efficient and Accurate Pedestrian Detector”, In Proceedings of the IAPR/IEEE
International Joint Conference on Biometrics (IJCB2021), Shenzhen,
China, August 4-7, 2021.
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5.
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Lu Zhang, Zhiyong
Liu, Xiangyu Zhu, Zhan Song, Xu Yang, Zhen
Lei, Hong Qiao, “Weakly Aligned Feature Fusion for Multimodal Object
Detection”, IEEE Transactions on Neural Networks and Learning Systems,
accepted, 26 August 2021.
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6.
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Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z. Li, “RefineFace:
Refinement Neural Network for High Performance Face Detection”, IEEE Transaction on Pattern Analysis and Machine Intelligence, 43(11): 4008-4020,
2021.
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7.
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Shifeng Zhang, Longyin Wen, Zhen Lei, Stan Z. Li, “RefineDet++: Single-Shot
Refinement Neural Network for Object Detection”. IEEE
Transaction on Circuits and Systems for Video Technology, 31(2): 674-687, 2021
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8.
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Shifeng Zhang, Cheng Chi, Yongqiang
Yao, Zhen Lei, Stan Z. Li,
“Bridging the Gap Between Anchor-based and Anchor-free Detection via
Adaptive Training Sample Selection”, In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2020).Seattle,
Washington, June 14-19, 2020.[pdf]
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9.
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Cheng Chi, Shifeng Zhang, Junliang
Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “PedHunter:
Occlusion Robust Pedestrian Detector in Crowded Scenes”, in Proceedings of the
Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI 2020),
New York, New York USA, February 7–12, 2020.
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10.
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Cheng Chi, Shifeng Zhang, Junliang
Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “Relational Learning for Joint Head and
Human Detection”, in Proceedings
of the Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI
2020), New York, New York USA, February 7–12, 2020. [pdf]
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11.
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Shifeng Zhang, Longyin Wen, Hailin Shi, Zhen
Lei, Siwei Lyu, Stan Z. Li. “Single-Shot
Scale-Aware Network for Real-Time Face Detection”. International Journal of Computer Vision (IJCV), Volume 127,
Issue 6-7, pp 537–559, June 2019. [pdf]
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12.
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Shifeng Zhang, Xiaobo Wang, Zhen Lei, Stan Z.
Li, “FaceBoxes: A CPU Real-Time and Accurate
Unconstrained Face Detector”, Neurocomputing, 364: 297-309, 2019. [pdf]
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13.
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Yongming Zhang, Shifeng Zhang, Chubin Zhuang, Zhen Lei. Feature Enhancement for Joint Human and Head
Detection. In Proceedings
of the 14th Chinese Conference on Biometrics, (CCBR2019). Hunan, China, October 12-13, 2019. [pdf]
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14.
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Lu
Zhang, Xiangyu Zhu, Xiangyu
Chen, Xu Yang, Zhen Lei, Zhiyong Liu, “Weakly Aligned Cross-Modal Learning for
Multispectral Pedestrian Detection”, In Proceedings of IEEE International Conference on Computer Vision,
(ICCV2019). Seoul, Korea, Oct. 27-Nov. 2, 2019. [pdf]
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15.
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Chubin
Zhuang, Shifeng Zhang, Xiangyu
Zhu, Zhen Lei, Jinqiao Wang, Stan Z. Li, “FLDet:
A CPU Real-time Joint Face and Landmark Detector”, In Proceedings of the 12th IAPR
International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]
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16.
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Haibo Jin, Shifeng Zhang, Xiangyu Zhu,
Yinhang Tang, Zhen Lei, Stan Z. Li, “Learning Lightweight Face Detector
with Knowledge Distillation”, In Proceedings
of the 12th IAPR International Conference on Biometrics, (ICB2019). Crete, Greece, June
4-7, 2019. [pdf]
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17.
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Cheng
Chi, Shifeng Zhang, Junliang
Xing, Zhen Lei, Stan Z. Li, Xudong Zou. “Selective Refinement Network for High
Performance Face Detection”, in Proceedings
of the Thirty-Third AAAI Conference on Artificial Intelligence, (AAAI
2019), Honolulu, Hawaii, USA, January 27–February 1, 2019. [pdf]
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18.
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Shifeng Zhang, Xiangyu
Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li, “Detecting
Face with Densely Connected Face Proposal Network”, Neurocomputing, vol 284: 119-127, 2018. [pdf]
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19.
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Chubin
Zhuang, Shifeng Zhang, Xiangyu
Zhu, Zhen Lei, Stan Z. Li.
“Single Shot Attention-Based Face Detector”. In Proceedings of the 13th Chinese Conference on Biometrics, (CCBR2018). XinJiang,
China, August 11-12, 2018. [pdf]
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20.
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Shifeng
Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li.
“Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd”. In Proceedings of European Conference on
Computer Vision, (ECCV2018). Munich, Germany, September 8-14, 2018. [pdf]
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21.
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Shifeng
Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li.
“Single-Shot Refinement Neural Network for Object Detection”. In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2018).
Salt Lake City, Utah, June 18-June 22, 2018. [pdf]
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22.
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Shifeng
Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang,
Stan Z. Li. “Detecting Face with Densely Connected Face Proposal
Network”. In
Proceedings of the 12th Chinese Conference
on Biometrics, (CCBR2017). ShenZhen, China, Oct. 28-29, 2017.[pdf] Best Student Paper
Award
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23.
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Shifeng
Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang,
Stan Z. Li, "S3FD: Single Shot Scale-invariant Face
Detector", In Proceedings of
IEEE International Conference on Computer Vision, (ICCV2017). Venice,
Oct. 22-29, 2017. [pdf]
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24.
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Shifeng
Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang,
and Stan Z. Li, "FaceBoxes: A CPU
Real-time Face Detector with High Accuracy", In Proceedings of the IAPR/IEEE International Joint Conference on
Biometrics (IJCB2017), Denver, Colorado, USA, October 1-4, 2017. [pdf]
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25.
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Bin
Yang, Zhen Lei, Stan Z. Li.
“CRAFT Objects from Images”, In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2016). Las Vegas,
June 26-July 1, 2016. [pdf]
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26.
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Bin
Yang, Junjie Yan, Zhen Lei,
Stan Z. Li. “Convolutional Channel Features”. In Proceedings of IEEE International Conference on Computer Vision,
(ICCV 2015), Santiago, Chile, December 11-18, 2015. [pdf]
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27.
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Junjie
Yan, Yinan Yu, Xiangyu Zhu, Zhen Lei, Stan Z. Li. “Object
Detection by Labeling Superpixels”,
In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2015).Boston,
June 7-12, 2015. [pdf]
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28.
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Bin
Yang, Junjie Yan, Zhen Lei,
Stan Z. Li. “Fine-grained Evaluation on Face Detection in the Wild”, In Proceedings of 11th IEEE International
Conference on Automatic Face and Gesture Recognition 2015 (FG2015).
Ljubljana, Slovenia, May 4-8, 2015. [pdf] (http://www.cbsr.ia.ac.cn/faceEvaluation/)
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29.
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Junjie Yan, Xucong
Zhang, Zhen Lei, Stan Z. Li. “Face Detection by Structural
Models”, Image
and Vision Computing,32(10): 790-799, 2014. [pdf]
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30.
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Junjie
Yan, Bin Yang, Zhen Lei, Stan
Z. Li. “Adaptive Structural Model for Video Based Pedestrian Detection”. In Proceedings of 12th Asian Conference on Computer
Vision (ACCV2014). Singapore, November 1-5, 2014. [pdf]
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31.
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Bin
Yang, Junjie Yan, Zhen Lei,
Stan Z. Li. “Aggregate Channel Features for Multi-view Face Detection”.
In Proceedings of International
Joint Conference on Biometrics, (IJCB2014). Clearwater, Florida, USA,
September 29- October 2, 2014.[pdf]
IAPR Best
Biometrics Student Paper Award
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32.
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Junjie Yan, Zhen Lei, Longyin Wen, Stan Z. Li.
“The Fastest Deformable Part Model for Object Detection”. In
Proceedings of 27th IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2014). Columbus, Ohio, June 23-28, 2014.[pdf]
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33.
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Junjie
Yan, Xucong Zhang, Zhen Lei, Shengcai Liao, Stan Z.
Li. “Robust Multi-Resolution Pedestrian Detection in Traffic Scenes”. In Proceedings of 26th IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2013).
Portland, Oregon, June 23-28, 2013. [pdf]
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34.
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Junjie
Yan, Xucong Zhang, Zhen Lei, Stan Z. Li. “Real-time High Performance Deformable
Model for Face Detection in the Wild”. In Proceedings of the 6th IAPR International Conference on
Biometrics, (ICB2013).
Madrid, Spain, June 4-7, 2013. [pdf]
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35.
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Junjie
Yan, Xucong Zhang, Zhen Lei, Dong Yi, Stan Z. Li. Structural Models for Face
Detection. In Proceedings of the
10th IEEE International Conference on Automatic Face and Gesture
Recognition, (FG2013). Shanghai, China, April 22-26, 2013. Best Student
Paper Honorable Mention [pdf]
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36.
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Zhiwei Zhang, Dong Yi,
Zhen Lei, Stan Z. Li. " Regularized Transfer Boosting for Face
Detection Across Spectrum", In IEEE
Signal Processing Letters, 19 (3): 131-134, March, 2012.
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37.
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Junjie
Yan, Zhen Lei, Dong Yi, Stan
Z. Li. “Multi-Pedestrian Detection in Crowded Scenes: A Global View”. In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2012).Providence,
Rhode island, June 16-21, 2012.[pdf]
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38.
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Yuanhao
Yu, Zhen Lei, Dong Yi, Stan Z.
Li. “Detecting Individual in Crowd with Moving Feature’s Structure
Consistency”. In Proceedings of 2nd
IEEE Workshop on Analysis and Retrieval of Tracked Events and Motion in
Imagery Streams (in conjunction with ICCV 2011). Barcelona, Spain,
November, 2011. [pdf]
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39.
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Dong
Yi, Zhen Lei, Stan Z. Li. “A
Robust Eye Localization Method for Low Quality Face Images”. In Proceedings of International Joint
Conference on Biometrics, (IJCB 2011). Washington, D.C., October,
2011. [pdf]
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3D
Face/Human Analysis, Face Alignment, Shape Recovery
1.
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Zidu Wang, Xiangyu Zhu, Tianshuo Zhang, Baiqin
Wang, Zhen Lei, “3D Face Reconstruction with the Geometric
Guidance of Facial Part Segmentation”, In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2024). Seattle, USA, June 17-21, 2024
|
2.
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Te Yang, Xiangyu Zhu, Zhen
Lei, “Dynamic face expression generation with efficient neural
radiation field”, In Proceedings of the 17th Chinese Conference on Biometrics (CCBR2023). Xuzhou, Jiangsu,
China, December 1-3, 2023. Springer Best Paper
1st Runner Up Award
|
3.
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Yueying Kao, Bowen Pan, Miao Xu, Jiangjing
Lyu, Xiangyu Zhu, Yuanzhang
Chang, Xiaobo Li, Zhen Lei, “Toward 3D Face Reconstruction in
Perspective Projection: Estimating 6DoF Face Pose From
Monocular Image”, IEEE Trans. Image Process. 32: 3080-3091, 2023.
|
4.
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Xiangyu Zhu, Tingting Liao, Xiaomei Zhang, Jiangjing Lyu, Zhiwen Chen, Yunfeng
Wang, Kan Guo, Qiong Cao, Stan Z Li, Zhen Lei, “MVP-Human Dataset
for 3D Clothed Human Avatar Reconstruction from Multiple Frames”, IEEE
Transactions on Biometrics, Behavior, and Identity Science, 5(4),
464-475, 16 May 2023.
|
5.
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Zhiyuan Ma, Xiangyu Zhu, Guojun Qi, Zhen
Lei, Lei Zhang, “OTAvatar : One-shot Talking
Face Avatar with Controllable Tri-plane Rendering”, In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2023). Vancouver, Canada, June 18-22, 2023.
|
6.
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Tingting Liao, Xiaomei Zhang,
Yuliang Xiu, Hongwei Yi, Xudong
Liu, Guo-Jun Qi, Yong Zhang, Xuan Wang, Xiangyu
Zhu, Zhen Lei, “High-Fidelity Clothed Avatar Reconstruction from a
Single Image”,
In Proceedings of IEEE International Conference on
Computer Vision and Pattern Recognition, (CVPR2023). Vancouver,
Canada, June 18-22, 2023.
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7.
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Xiangyu Zhu, Chang Yu, Di Huang, Zhen Lei, Hao
Wang, Stan Z. Li, “Beyond 3DMM: Learning to Capture High-fidelity 3D Face
Shape”, IEEE Transaction on Pattern Analysis and
Machine Intelligence, 45(2), 1442-1457, 01 February 2023. [pdf]
|
8.
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Zhiwei Liu, Xiangyu Zhu, Lu Yang, Xiang Yan, Ming Tang, Zhen Lei, Guibo Zhu, Xuetao Feng, Yan Wang, Jinqiao
Wang, “Multi-initialization Optimization Network for Accurate 3D Human
Pose and Shape Estimation”, in ACM
Multimedia 2021.
|
9.
|
Tingting Liao, Xiangyu Zhu, Zhen Lei, Stan Z. Li, “3D
Context-Aware PIFu for Clothed Human
Reconstruction”, In Proceedings of the 15th Chinese Conference on Biometrics, (CCBR2021). Shanghai, China,
September 10-12, 2021.
|
10.
|
Jianzhu Guo, Xiangyu Zhu,
Yang Yang, Fan Yang, Zhen Lei, Stan Z. Li, “Towards Fast, Accurate and Stable 3D
Dense Face Alignment”, In Proceedings
of 16th European Conference on Computer Vision, (ECCV2020).
Online, August 23-28, 2020. [pdf]
|
11.
|
Xiangyu Zhu, Fan Yang, Di Huang, Chang Yu, Hao Wang, Jianzhu Guo, Zhen
Lei, Stan Z. Li, “Beyond 3DMM Space: Towards Fine-grained 3D Face
Reconstruction”, In Proceedings
of 16th European Conference on Computer Vision, (ECCV2020).
Online, August 23-28, 2020. [pdf]
|
12.
|
Xiangyu
Zhu, Xiaoming Liu, Zhen Lei, Stan Z. Li, "Face Alignment In
Full Pose Range: A 3D Total Solution", IEEE Transaction on Pattern Analysis and Machine Intelligence, 41(1):78-92, 2019. [pdf]
|
13.
|
Zhiwei Liu, Xiangyu
Zhu, Guosheng Hu, Haiyun
Guo, Ming Tang, Zhen Lei, Neil
M. Robertson, Jinqiao Wang, “Semantic
Alignment: Finding Semantically Consistent Ground-truth for Facial
Landmark Detection”, In Proceedings
of IEEE International Conference on Computer Vision and Pattern
Recognition, (CVPR2019). Long Beach, CA, June 16-June 20, 2019. [pdf]
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14.
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Sufang
Zhang, Qinghai Miao, Min Huang, Xiangyu Zhu,
Yingying Chen, Zhen Lei, Jinqiao Wang. Pose-Weighted Gan for Photorealistic
Face Frontalization. In Proceedings of
The 26 th IEEE International
Conference on Image Processing, (ICIP2019), Taipei, Taiwan, September
22-25, 2019.
|
15.
|
Xiangyu
Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, Stan Z. Li. “Face Alignment Across Large
Poses: A 3D Solution”, In Proceedings
of IEEE International Conference on Computer Vision and Pattern
Recognition, (CVPR2016). Las
Vegas, June 26-July 1, 2016. [pdf]
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16.
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Xiangyu
Zhu, Junjie Yan, Dong Yi, Zhen Lei,
Stan Z. Li. “Discriminative 3D Morphable Model Fitting”, In Proceedings of 11th IEEE International
Conference on Automatic Face and Gesture Recognition 2015 (FG2015).
Ljubljana, Slovenia, May 4-8, 2015. [pdf]
|
17.
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Junjie
Yan, Zhen Lei, Yang Yang,
Stan Z. Li. “Stacked Deformable Part Model with Shape Regression for
Object Part Localization”. In Proceedings
of European Conference on Computer Vision, (ECCV2014). Zurich,
September 6-12, 2014. [pdf]
|
18.
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Xiangyu
Zhu, Dong Yi, Zhen Lei, Stan
Z. Li. “Robust 3D Morphable Model Fitting by Sparse SIFT Flow”. In Proceedings of International
Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28,
2014.[pdf]
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19.
|
Junjie
Yan, Zhen Lei, Dong Yi, Stan
Z. Li. “Learn to Combine Multiple Hypotheses for Accurate Face
Alignment”. In IEEE workshop on 300
Faces in-the-Wild Challenge (300-W), (in conjunction with ICCV2013).
Sydney, Australia, December 1-8, 2013.[pdf]
|
20.
|
Ran He, Zhen Lei,
Xiaotong Yuan and Stan Z. Li, "Regularized Active Shape Model for
Shape Alignment", In Proceedings of IEEE International
Conference on Automatic Face & Gesture Recognition, (FG2008).
Amsterdam, The Netherlands, September, 2008. [pdf]
|
21.
|
Zhen Lei, Qinxun Bai, Ran He, Stan Z. Li. "Face
Shape Recovery from a Single Image Using CCA Mapping between Tensor
Spaces". In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2008).
Anchorage,
Alaska, June, 2008.
[pdf]
|
22.
|
Ran
He, Stan Z. Li, Zhen Lei, ShengCai Liao. "Coarse-to-Fine
Statistical Shape Model by Bayesian Inference". In The 8th Asian Conference on Computer
Vision, (ACCV 2007). Tokyo,
Japan, Nov 2007. [pdf]
|
Face
Recognition, Feature Representation
1.
|
Zichang Tan, Jun Li, Jinhao
Du, Jun Wan, Zhen Lei, Guodong Guo,
“NCL++: Nested Collaborative Learning for Long-Tailed Visual
Recognition”, Pattern Recognition, Volume 147, March 2024.
|
2.
|
Weisong Zhao, Xiangyu Zhu,
Kaiwen Guo, Haichao Shi, Xiao-Yu Zhang, Zhen
Lei, “Masked Face Transformer”, IEEE
Transactions on Information Forensics and Security, Oct.
06, 2023.
|
3.
|
Weisong Zhao, Xiangyu Zhu, Zhixiang He, Xiao-Yu Zhang, Zhen Lei, “Cross
Architecture Distillation for Face Recognition”, In Proceedings of the 31st ACM
International Conference on Multimedia (ACM MM), Ottawa, Canada, Oct.
29-Nov. 3, 2023
|
4.
|
Weisong Zhao, Xiangyu Zhu,
Kaiwen Guo, Xiaoyu Zhang, Zhen Lei, “Grouped Knowledge
Distillation For Deep Face Recognition”, in Proceedings of the
Thirty-Seventh AAAI Conference on Artificial Intelligence, (AAAI 2023),
Washington, DC, USA, February 7–14, 2023.
|
5.
|
Zichang Tan, Ajian Liu, Jun Wan, Zhen Lei,
“Exploring the Limits of Hard Example Mining for ID Document to Selfie
Matching”, IEEE Transactions on Biometrics, Behavior, and
Identity Science, volume4, issue 4, 570-581, 2022.
|
6.
|
Weisong Zhao, Xiangyu Zhu, Haichao Shi, Xiao-Yu Zhang, Zhen Lei,
“Consistent Sub-Decision Network for Low-Quality Masked Face
Recognition”, IEEE Signal Processing Letters, vol. 29, 1147-1151,
26 April 2022.
|
7.
|
Jun Li, Zichang
Tan, Jun Wan, Zhen Lei, Guodong Guo, “Nested Collaborative Learning for
Long-Tailed Visual Recognition”, In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2022). New
Orleans, Louisiana, June 19-24, 2022.
|
8.
|
Zichang Tan, Ajian Liu, Jun Wan, Hao Liu, Zhen Lei, Guodong
Guo, Stan Z. Li, “Cross-Batch Hard Example Mining with Pseudo Large Batch
for ID vs. Spot Face Recognition”, IEEE
Transactions on Image Processing, Volume 31,
3224-3235, 12 April 2022.
|
9.
|
Tingting Liao, Zhen Lei, Tianqing
Zhu, Shan Zeng, Yaqin Li, Cao Yuan, “Deep
Metric Learning for K Nearest Neighbor Classification”, IEEE Transactions on Knowledge and
Data Engineering, 35(1), 264-275, 2023.
|
10.
|
Jianzhu Guo, Xiangyu Zhu, Zhen Lei, Stan Z. Li, “Decomposed
Meta Batch Normalization for Fast Domain Adaptation in Face Recognition”,
IEEE
Transactions on Information Forensics and Security, Volume 16, 3082-3095, 16 April 2021.
|
11.
|
Hao Liu, Xiangyu
Zhu, Zhen Lei, Dong Cao, Stan
Z. Li, “Fast Adapting without Forgetting for Face Recognition”, IEEE
Transaction on Circuits and Systems for Video Technology, 31(8), 3093-3104, 04 November 2020.
|
12.
|
Yunxiao Qin, Weiguo Zhang, Chenxu Zhao, Zezheng Wang, Xiangyu Zhu, Jingping Shi, Guojun Qi, Zhen Lei, “Prior-knowledge and
attention based meta-learning for few-shot learning”, Knowledge Based
Systems, 213: 106609, 2021
|
13.
|
Xiaqing Xu, Qiang Meng, Yunxiao
Qin, Jianzhu Guo, Chenxu
Zhao, Feng Zhou, Zhen Lei,
“Searching for Alignment in Face Recognition”, in Proceedings of the
Thirty-Fifth AAAI Conference on Artificial Intelligence, (AAAI 2021),
Virtual, February 2–9, 2021.
|
14.
|
Chang Yu, Xiangyu
Zhu, Zhen Lei, Stan Z. Li,
“Out-of-Distribution Detection for Reliable Face Recognition”, IEEE Signal Processing Letters, 27: 710-714, 2020. [pdf]
|
15.
|
Haoxue Wu, Huaibo Huang, Aijing Yu, Jie Cao, Zhen Lei, Ran He, “Exemplar Guided Cross-Spectral Face
Hallucination via Mutual Information Disentanglement” ,
In
Proceedings of International
Conference on Pattern Recognition, (ICPR2020). Virtual-Milano,
January 10-15, 2021.
|
16.
|
Hang Du, Hailin
Shi, Yuchi Liu, Jun Wang, Zhen Lei,
Dan Zeng, Tao Mei, “Semi-Siamese Training for Shallow Face Learning”, In Proceedings of 16th
European Conference on Computer Vision, (ECCV2020).
Online, August 23-28, 2020. [pdf]
|
17.
|
Xiaobo Wang, Tianyu Fu, Shengcai Liao,
Shuo Wang, Zhen Lei, Tao Mei,
“Exclusivity-Consistency Regularized Knowledge Distillation for Face
Recognition”, In Proceedings
of 16th European Conference on Computer Vision, (ECCV2020).
Online, August 23-28, 2020. [pdf]
|
18.
|
Qi Zhang, Zhen Lei, Stan Z. Li,
“Neighborhood-Aware Attention Network for Semi-supervised Face
Recognition”, In Proceedings
of International
Joint Conference on Neural Networks,
(IJCNN2020). Online, July 19-24, 2020. [pdf]
|
19.
|
Jianzhu Guo, Xiangyu Zhu, Chenxu Zhao, Dong Cao, Zhen Lei, Stan Z. Li, “Learning Meta Face Recognition in
Unseen Domains”, In Proceedings
of IEEE International Conference on Computer Vision and Pattern
Recognition, (CVPR2020).Seattle,
Washington, June 14-19, 2020. [pdf]
|
20.
|
Qi Zhang, Zhen Lei, Zhaoxiang
Zhang, Stan Z. Li, “Context-Aware Attention Network for Image-Text
Retrieval”, In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2020).Seattle,
Washington, June 14-19, 2020. [pdf]
|
21.
|
Dong Cao, Xiangyu Zhu,
Xingyu Huang, Jianzhu
Guo, Zhen Lei, “Domain
Balancing: Face Recognition on Long-Tailed Domains”, In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2020).Seattle,
Washington, June 14-19, 2020. [pdf]
|
22.
|
Xiangyu Zhu, Hao Liu, Zhen Lei, Hailin Shi, Fan Yang, Dong Yi, Guojun
Qi, Stan Z. Li. “Large-Scale Bisample Learning
on ID Versus Spot Face Recognition”. International
Journal of Computer Vision (IJCV), Volume 127, Issue 6-7, pp 684–700,
June 2019. [pdf]
|
23.
|
Xiaobo
Wang, Zhen Lei, Xiaojie Guo, Changqing Zhang, Hailin Shi, Stan Z.
Li. “Multi-view Subspace Clustering with Intactness-Aware Similarity”, Pattern Recognition, volume 88,
50-63, 2019. [pdf]
|
24.
|
Hao
Liu, Xiangyu Zhu, Zhen Lei, Stan Z. Li, “AdaptiveFace:
Adaptive Margin and Sampling for Face Recognition”, In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2019).
Long Beach, CA, June 16-June 20, 2019. [pdf]
|
25.
|
Xiaobo
Wang, Shifeng Zhang, Zhen Lei, Si Liu, Xiaojie Guo, Stan Z. Li. “Ensemble
Soft-Margin Softmax Loss for Image
Classification”. In Proceedings of
the 27th International Joint Conference on Artificial Intelligence,
(IJCAI-2018), Stockholm, Sweden, July 13-19, 2018. [pdf]
|
26.
|
Xiaobo
Wang, Zhen Lei, Hailin Shi, Xiaojie Guo, Xiangyu
Zhu, Stan Z. Li. “Co-Referenced Subspace Clustering”. In Proceedings of IEEE International
Conference on Multimedia and Expo, (ICME 2018), San
Diego, USA, July 23-27, 2018. [pdf]
Best
Student Paper Award Runner-up
|
27.
|
Jianzhu
Guo, Xiangyu Zhu, Zhen Lei, Stan Z. Li. “Face Synthesis for Eyeglasss-Robust
Face Recognition”. In Proceedings
of the 13th Chinese Conference on Biometrics, (CCBR2018). XinJiang, China, August
11-12, 2018. [pdf]
|
28.
|
Jinlin Wu, Hailin
Shi, Shu Zhang, Zhen Lei, Yang
Yang, Stan Z. Li. “De-mark GAN: Removing Dense
Watermark With Generative Adversarial Network”.
In Proceedings of the 11th IAPR
International Conference on Biometrics, (ICB2018). Queensland, Australia, February 20-23, 2018. [pdf]
|
29.
|
Hailin
Shi, Xiaobo Wang, Dong Yi, Zhen Lei, Xiangyu Zhu, Stan Z. Li.
“Cross-Modality Face Recognition via Heterogeneous Joint Bayesian”, IEEE Signal Processing
Letters, 24(1): 81-85, 2017. [pdf]
|
30.
|
Xiaobo Wang, Xiaojie Guo, Zhen Lei, Changqing
Zhang, Stan Z. Li. “Exclusivity-Consistency Regularized Multi-view Subspace Clustering”, In Proceedings of IEEE International Conference on Computer Vision
and Pattern Recognition, (CVPR2017). Honolulu, Hawaii, July 21-July
26, 2017. [pdf]
|
31.
|
Zhen Lei, Dong Yi, Stan Z. Li. “Learning Stacked Image Descriptor for Face
Recognition”. IEEE Transaction on Circuits and
Systems for Video Technology, 26(9): 1685-1696, 2016. [pdf]
|
32.
|
Hailin
Shi, Xiangyu Zhu, Zhen Lei, Shengcai Liao, Stan Z.
Li. “Learning Discriminative Features with Class Encoder”, In Workshop on Robust Features
for Computer Vision, in conjunction with CVPR2016. Las
Vegas, June 26-July 1, 2016. [pdf]
|
33.
|
Chuan-Xian
Ren, Zhen Lei, Dao-Qing Dai, Stan Z. Li, “Enhanced Local Gradient
Order Features and Discriminant Analysis for Face Recognition”. IEEE Transaction on Cybernetics, 46(11): 2656-2669,
2015. [pdf]
|
34.
|
Zhen
Lei,
Dong Yi, Xiangsheng Huang, Stan Z. Li.
“Subspace learning with frequency regularizer:
its application to face recognition”, In Proceedings of the 8th IAPR
International Conference on Biometrics, (ICB2015). Phuket, Thailand, May 19-22, 2015. [pdf]
|
35.
|
Xiangyu
Zhu, Zhen Lei, Junjie Yan,
Dong Yi, Stan Z. Li. “High-Fidelity Pose and Expression Normalization for
Face Recognition in the Wild” , In Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2015).Boston,
June 7-12, 2015. [pdf]
|
36.
|
Dong Yi, Zhen Lei, Stan Z. Li. “Shared Representation Learning for
Heterogenous Face Recognition”, In Proceedings
of 11th IEEE International Conference on Automatic Face and Gesture
Recognition 2015 (FG2015). Ljubljana, Slovenia, May 4-8, 2015. [pdf]
|
37.
|
Zhen Lei, Matti Pietikainen, Stan
Z. Li. “Learning
Discriminant Face Descriptor”, IEEE
Transaction on Pattern Analysis and Machine Intelligence, 36(2):289-302,
Feb. 2014. [pdf] [matlab_code]
|
38.
|
Xinjie Wei,
Chang-Tsun Li, Zhen Lei, Dong Yi, Stan Z. Li. “Dynamic Image-to-Class
Warping for Occluded Face Recognition”.
IEEE Transactions on Information Forensics and
Security, Special issue on Facial Biometrics in the wild, 9(12):
2035-2050, December, 2014.[pdf]
|
39.
|
Shengcai
Liao, Zhen Lei, Dong Yi, Stan
Z. Li. “A Benchmark Study of Large-scale Unconstrained Face Recognition”.
In Proceedings of International Joint Conference on Biometrics,
(IJCB2014). Clearwater, Florida, USA, September 29- October 2, 2014.[pdf]
|
40.
|
Zhen
Lei,
Dong Yi, Stan Z. Li. “Local Gradient Order Pattern for Face
Representation and Recognition”. In Proceedings
of International Conference on Pattern Recognition, (ICPR2014).
Sweden, August 24-28, 2014.[pdf]
|
41.
|
Xiangsheng
Huang, Zhen Lei, Mingyu Fan, Xiao Wang, Stan Z. Li. “Regularized Discriminative Spectral
Regression Method for Heterogeneous Face Matching”, IEEE Transaction on Image Processing, 22(1), 353-362, 2013.[pdf]
|
42.
|
Stan Z. Li, Dong Yi, Zhen Lei, Shengcai
Liao. “The CASIA NIR-VIS 2.0 Face Database”. In IEEE Workshop on Perception Beyond the Visible Spectrum (in conjunction with CVPR 2013).
Portland, Oregon, June 23-28, 2013. [pdf]
|
43.
|
Dong Yi, Zhen Lei, Stan Z. Li. “Towards Pose Robust Face Recognition”.
In Proceedings of 26th IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2013). Portland, Oregon, June 23-28, 2013. [pdf]
|
44.
|
Zhen
Lei,
Shengcai Liao, Anil K. Jain, and Stan Z. Li,
"Coupled Discriminant Analysis for Heterogeneous Face
Recognition", IEEE Transactions on Information Forensics and
Security, 7(6): 1707-1716, December, 2012 [pdf]
|
45.
|
Zhen Lei, Zhiwei Zhang, Stan. Z.
Li. “Feature Space Locality Constraint for Kernel based Nonlinear
Discriminant Analysis”, Pattern
Recognition, 45 (7): 2733-2742, 2012. [pdf]
|
46.
|
Zhen Lei, Stan
Z. Li. “Fast Multi-scale Local Phase Quantization
Histogram for Face Recognition”, Pattern
Recognition Letters, 33 (13): 1761-1767, 2012. [pdf]
|
47.
|
Zhen
Lei,
Stan Z. Li. “Learning Discriminant Face Descriptor for Face Recognition”.
In Proceedings of 11th
Asian Conference on Computer Vision (ACCV2012). Daejeon, Korea,
November 5-9, 2012. [pdf]
|
48.
|
Zhen
Lei,
Shengcai Liao, Stan Z. Li. “Efficient Feature
Selection for Linear Discriminant Analysis and Its Application to Face
Recognition”, In Proceedings of
International Conference on Pattern Recognition, (ICPR2012). Japan,
November 11-15, 2012. [pdf]
|
49.
|
Zhen
Lei,
Dong Yi, Stan Z. Li. “Discriminant Image Filter Learning for Face Recognition
with Local Binary Pattern Like Representation”. In Proceedings
of IEEE International Conference on Computer Vision and Pattern
Recognition, (CVPR2012).Providence,
Rhode island, June 16-21, 2012.[pdf]
|
50.
|
Zhen
Lei,
Changtao Zhou, Dong Yi, Anil K. Jain, Stan Z.
Li. "An Improved Coupled Spectral Regression for Heterogeneous Face
Recognition". In Proceedings
of The 5th IAPR International Conference on
Biometrics (ICB 2012), New Delhi, India, 2012.[pdf]
|
51.
|
Jianfei
Zhu, Dong Cao, Sifei Liu, Zhen Lei, Stan Z. Li. "Discriminant Analysis with Gabor
Phase for Robust Face Recognition". In Proceedings of The 5th IAPR
International Conference on Biometrics (ICB 2012), New Delhi, India,
2012.[pdf]
|
52.
|
Sifei
Liu, Dong Yi, Zhen Lei, Stan
Z. Li. “Heterogeneous Face Image Matching Using Multi-scale
Features”. In Proceedings of The 5th IAPR International Conference on Biometrics
(ICB 2012), New Delhi, India, 2012.[pdf]
|
53.
|
Zhen Lei, Shengcai Liao, Matti
Pietikainen, Stan Z. Li. “Face
Recognition by Exploring Information Jointly in Space, Scale and
Orientation”, IEEE Transaction on
Image Processing, 20 (1): 247-256, January, 2011. [pdf]
|
54.
|
Zhen Lei, Stan Z. Li. “Contextual Constraints based Linear
Discriminant Analysis”, Pattern
Recognition Letters, 32 (4): 626-632, 2011. [pdf]
|
55.
|
Changtao
Zhou, Zhiwei Zhang, Dong Yi, Zhen
Lei, Stan Z. Li. “Low-Resolution Face Recognition via Simultaneous
Discriminant Analysis”. In
Proceedings of International Joint Conference on Biometrics, (IJCB 2011).
Washington, D.C., October, 2011. [pdf]
|
56.
|
Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Towards Incremental and Large Scale Face Recognition.” In Proceedings of International Joint Conference on Biometrics,
(IJCB 2011). Washington, D.C., October, 2011. [pdf]
|
57.
|
Zhen Lei, Timo
Ahonen, Matti Pietikainen, Stan Z. Li. “Local
Frequency Descriptor for Low-resolution Face Recognition.” In Proceedings of IEEE International
Conference on Automatic Face & Gesture Recognition, (FG2011).
Santa Barbara, CA, March, 2011. [pdf]
|
58.
|
Zhen Lei,
Shengcai Liao, Stan Z. Li. “Stepwise Correlation Metric Based Discriminant
Analysis and Multi-Probe Images Fusion for Face
Recognition”, In Proceedings
of The 2nd IEEE
International Workshop on Subspace (in conjunction with ICCV'2009). Kyoto, Japan, Sep. 27, 2009. [pdf]
|
59.
|
Shengcai Liao, Zhen Lei,
Stan Z. Li. “Nonnegative
Matrix Factorization with Gibbs Random Field Modeling”, In Proceedings of The 2nd IEEE International Workshop on Subspace (in conjunction with ICCV'2009). Kyoto, Japan, Sep. 27, 2009. [pdf]
|
60.
|
Zhen Lei, Stan
Z. Li. “Coupled
Spectral Regression for Matching Heterogeneous Faces”. In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2009).Miami, Florida, June 20-25, 2009. [pdf]
|
61.
|
Stan Z. Li, Zhen Lei, Meng Ao. “The
HFB Face Database for Heterogeneous Face Biometrics Research”. In 6th IEEE Workshop on
Object Tracking and Classification Beyond and in the Visible Spectrum
(OTCBVS, in conjunction with CVPR 2009). Miami, Florida, June, 2009. [pdf]
|
62.
|
Zhen Lei,
Shengcai Liao, Dong Yi, Rui Qin, Stan Z. Li. “A
Discriminant Analysis Method for Face Recognition in Heteroscedastic
Distributions”. In Proceedings of IAPR/IEEE International
Conference on Biometrics, (ICB-2009). Alghero,
Italy,
June 2009. [pdf]
|
63.
|
Dong Yi, Shengcai Liao, Zhen Lei, Jitao Sang, Stan Z.
Li. “Partial
Face Matching between Near Infrared and Visual Images in MBGC Portal
Challenge”. In Proceedings of IAPR/IEEE International
Conference on Biometrics, (ICB-2009). Alghero,
Italy,
June 2009. [pdf]
|
64.
|
Shengcai Liao, Dong Yi, Zhen Lei, Rui Qin, Stan Z. Li. “Heterogeneous
Face Recognition from Local Structures of Normalized Appearance”. In Proceedings of IAPR/IEEE International
Conference on Biometrics, (ICB-2009). Alghero,
Italy,
June 2009. [pdf]
|
65.
|
Rui Wang, Zhen Lei, Meng Ao, Stan Z. Li. “Bayesian
Face Recognition Based on Markov Random Field Modeling”. In Proceedings of IAPR/IEEE International
Conference on Biometrics, (ICB-2009). Alghero,
Italy,
June 2009. [pdf]
|
66.
|
Zhen Lei,
Shengcai Liao, Ran He, Matti Pietikainen, Stan Z. Li. "Gabor
Volume based Local Binary Pattern for Face Representation and
Recognition". In Proceedings
of IEEE International Conference on Automatic Face & Gesture
Recognition, (FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]
|
67.
|
Bin Fan, Zhen Lei, Stan Z. Li,
"Normalized LDA for Semi-supervised
Learning", In Proceedings of IEEE International
Conference on Automatic Face & Gesture Recognition, (FG2008).
Amsterdam, The Netherlands, September, 2008. [pdf]
|
68.
|
Weilong Yang, Dong Yi, Zhen
Lei, Jitao Sang, Stan Z Li, “2D-3D face matching using CCA”,
In Proceedings of IEEE
International Conference on Automatic Face & Gesture Recognition,
(FG2008). Amsterdam, The Netherlands, September, 2008. [pdf]
|
69.
|
ShengCai
Liao, Zhen Lei, Stan Z. Li,
Xiaotong Yuan, Ran He. "Structured
Ordinal Features for Appearance-Based Object Representation".
In Proceedings of IEEE International
Workshop on Analysis and Modeling of Faces and Gestures, (AMFG 2007). Rio de Janeiro, Brazil,
Oct 2007. [pdf]
|
70.
|
Zhen
Lei, Rufeng Chu, Ran He, Shengcai
Liao, Stan Z. Li. "Face Recognition by Discriminant Analysis with
Gabor Tensor Representation". In
Proceedings of IAPR/IEEE International Conference on Biometrics,
(ICB-2007). Seoul, Korea, August 2007. [pdf]
|
71.
|
Rufeng
Chu, Zhen Lei, Yufei Han, Ran
He, Stan Z. Li. "Learning
Gabor Magnitude Features for Palmprint Recognition". In The 8th Asian Conference on Computer
Vision, (ACCV 2007). Tokyo,
Japan, Nov 2007. [pdf]
|
72.
|
Zhen Lei, Stan Z. Li, Rufeng Chu, Xiangxin Zhu. "Face
Recognition with Local Gabor Textons". In Proceedings of IAPR/IEEE
International Conference on Biometrics, (ICB-2007). Seoul,
Korea, August 2007.
[pdf]
|
73.
|
Xiangxin
Zhu, Shengcai Liao, Zhen Lei, Rong Liu, Stan Z. Li. "Feature Correlation
Filter for Face Recognition". In Proceedings of IAPR/IEEE
International Conference on Biometrics, (ICB-2007). Seoul, Korea,
August 2007.
[pdf]
|
74.
|
Shengcai
Liao, Xiangxin Zhu, Zhen Lei, Lun Zhang, Stan Z. Li. "Learning Multi-scale
Block Local Binary Patterns for Face Recognition". In Proceedings
of IAPR/IEEE International Conference on Biometrics, (ICB-2007).
Seoul, Korea, August 2007. Best Paper Award. [pdf]
|
75.
|
Dong Yi,
Rong Liu, Rufeng Chu, Zhen Lei, Stan Z. Li. "Face Matching Between Near
Infrared and Visible Light Images ". In Proceedings of IAPR/IEEE
International Conference on Biometrics, (ICB-2007). Seoul, Korea,
August 2007.
[pdf]
|
76.
|
ShengCai
Liao, Zhen Lei, XiangXin Zhu, ZheNan Sun,
Stan Z. Li, Tieniu Tan. "Face
Recognition Using Ordinal Features".
In Proceedings of IAPR
International Conference on Biometrics, (ICB-2006). Hong
Kong, Jan 2006. Best Student Paper Award. [pdf]
|
77.
|
Stan Z.
Li, ChunShui Zhao, Meng Ao, Zhen
Lei. "3D+2D
Face Recognition by Fusion at Both Feature and Decision
Levels". In Proceedings of IEEE International Workshop on
Analysis and Modeling of Faces and Gestures. Beijing. Oct 16,
2005. [pdf]
|
Face
Anti-spoofing/Deepfake Detection
1.
|
Fang hao, Ajian Liu, Haocheng Yuan, Junze Zheng,
Dingheng Zeng, Yanhong Liu, Jiankang Deng,
Sergio Escalera, Xiaoming Liu, Jun Wan, Zhen Lei, "Unified
Physical-Digital Face Attack Detection", In Proceedings of International Joint
Conference on Artificial Intelligence, (IJCAI2024). Jeju, August 3-9, 2024.
|
2.
|
Ajian Liu, Shuai Xue,
Jianwen Gan, Jun Wan, Yanyan Liang, Jiankang Deng, Sergio Escalera, Zhen Lei, “CFPL-FAS:
Class Free Prompt Learning for Generalizable Face Anti-spoofing”, In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2024). Seattle,
USA, June 17-21, 2024
|
3.
|
Hao Fang, Ajian Liu,
Jun Wan, Sergio Escalera, Chenxu Zhao, Xu
Zhang, Stan Z. Li, Zhen Lei, "Surveillance Face
Anti-spoofing", IEEE
Transactions on Information Forensics & Security, Volume:19, 1535-1546, 30 November, 2023.
|
4.
|
Ajian Liu, Zichang Tan, Zitong Yu, Chenxu
Zhao, Jun Wan, Yanyan Liang, Zhen Lei, Du Zhang, Stan Z. Li, Guodong Guo, “FM-ViT:
Flexible Modal Vision Transformers for Face Anti-Spoofing”, IEEE
Transactions on Information Forensics and Security, Volume
18, 4775-4786, 17 July, 2023.
|
5.
|
Dong Wang, Jia Guo, Qiqi Shao, Haochi He, Zhian
Chen, Chuanbao Xiao, Ajian Liu, Sergio
Escalera, Hugo Jair Escalante, Zhen Lei, Jun Wan, Jiankang Deng, "Wild Face Anti-Spoofing
Challenge 2023: Benchmark and Results", CVPR workshop, 2023.
|
6.
|
Hao Fang, Ajian Liu,
Jun Wan, Sergio Escalera, Hugo Jair Escalante, and Zhen Lei,
"Surveillance Face Presentation Attack Detection Challenge",
CVPR workshop, 2023.
|
7.
|
Ajian Liu, Chenxu Zhao, Zitong Yu, Anyang Su, Xing Liu, Zijian Kong, Jun Wan, Sergio Escalera, Hugo Jair
Escalante, Zhen Lei, Guodong Guo, “3D
High-Fidelity Mask Face Presentation Attack Detection Challenge”,
ICCV2023 workshop, 2023.
|
8.
|
Bin Zhang, Xiangyu Zhu, Xiaoyu Zhang, Zhen Lei, “Modeling
Spoof Noise by De-spoofing Diffusion and its Application in Face
Anti-spoofing”, In Proceedings of the IAPR/IEEE International Joint Conference on
Biometrics (IJCB2023), Ljubljana, Slovenia, 25-28 Sept. 2023.
|
9.
|
Bin Zhang, Xiangyu Zhu, Xiaoyu Zhang, Shukai
Chen, Peng Li, Zhen Lei, “Spoof-guided Image Decomposition for
Face Anti-spoofing”, In Proceedings of The 6th Chinese
Conference on Pattern Recognition and Computer Vision (PRCV 2023),
Xiamen, China, 13-15 Oct. 2023.
|
10.
|
Xiangyu Zhu, Hongyan Fei, Bin Zhang, Tianshuo Zhang, Xiaoyu Zhang, Stan Z. Li, Zhen Lei,
“Face Forgery Detection by 3D Decomposition and Composition Search”, IEEE Transaction on Pattern Analysis and Machine Intelligence,
accepted, Dec. 2022.
|
11.
|
Zezheng Wang, Zitong Yu, Xun Wang, Yuxiao Qin, Jiahong Li, Chenxu Zhao, Xin Liu, Zhen Lei, “Consistency
Regularization for Deep Face Anti-Spoofing”, IEEE Transactions on
Information Forensics and Security, Volume 18,
1127-1140, 09 January 2023.
|
12.
|
Tianshuo Zhang, Xiangyu
Zhu, Feng Pan, Ke Xiang, Zhen Lei, “Face Forgery Detection by
Multi-dimensional Image Decomposition”, In Proceedings of the 16th Chinese
Conference on Biometrics, (CCBR2022).
Beijing, China, Oct. 27-28, 2022. Best Poster Paper
Award
|
13.
|
Zitong Yu, Yunxiao
Qin, Xiaobai Li, Chenxu Zhao, Zhen Lei, Guoying Zhao, “Deep Learning for Face Anti-Spoofing:
A Survey”, IEEE Transaction on Pattern Analysis and
Machine Intelligence, 45(5), 5609-5631, 2023.
|
14.
|
Ajian Liu, Chenxu
Zhao, Zitong Yu, Jun Wan, Anyang Su, Xing Liu, Zichang
Tan, Sergio Escalera, Junliang Xing, Yanyan
Liang, Guodong Guo, Zhen Lei, Stan Z.
Li, Du Zhang, “Contrastive Context-Aware Learning for 3D High-Fidelity
Mask Face Presentation Attack Detection”, IEEE Transactions on
Information Forensics and Security, Volume 17, 2497-2507, 04 July
2022.
|
15.
|
Jiong
Wang, Zhou Zhao, Weike Jin, Xinyu Duan, Zhen Lei, Baoxing Huai, Yiling Wu, Xiaofei He,
“VLAD-VSA: Cross-Domain Face Presentation Attack Detection with
Vocabulary Separation and Adaptation”, In Proceedings of the 29th ACM International Conference on
Multimedia (ACM MM), Chengdu, October 20-24, 2021
|
16.
|
Ajian Liu, Chenxu
Zhao, Zitong Yu, Anyang Su, Xing Liu, Zijian
Kong, Jun Wan, Sergio Escalera, Hugo Jair Escalante, Zhen Lei, Guodong Guo, “3D
High-Fidelity Mask Face Presentation Attack Detection Challenge”, In the 3rd Chalearn
Face Anti-spoofing Workshop and Challenge, in conjunction with ICCV2021,
Virtual, October 11-17, 2021.
|
17.
|
Xiangyu Zhu, Hao Wang, Hongyan Fei, Zhen Lei,
Stan Z. Li, “Face Forgery Detection by 3D Decomposition”, In
Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2021).
Virtual, June 19-June 25, 2021.
|
18.
|
Yuxiao
Qin, Zitong Yu, Longbin Yan, Zezheng Wang, Chenxu Zhao, Zhen Lei, “Meta-Teacher for Face
Anti-spoofing”, IEEE Transaction on
Pattern Analysis and Machine Intelligence, accepted, 22 June 2021.
|
19.
|
Ajian Liu, Zichang
Tan, Jun Wan, Yanyan Liang, Zhen Lei, Guodong
Guo, Stan Z. Li, “Face Anti-Spoofing via Adversarial Cross-Modality
Translation”, IEEE Transactions on Information Forensics and Security,
Volume 16, 2759-2772, 10 March 2021.
|
20.
|
Haonan
Chen, Guosheng Hu, Zhen Lei, Yaowu Chen, Neil M.
Robertson, Stan Z. Li, “Attention-Based Two-Stream Convolutional Networks
for Face Spoofing Detection”, IEEE Transactions on Information
Forensics and Security, 15:
578-593, 2020.
|
21.
|
Zezheng
Wang, Chenxu Zhao, Zitong Yu, Yunxiao Qin, Xiangyu Zhu, Qiusheng Zhou, Feng Zhou, Zhen Lei, “Deep Spatial Gradient and Temporal Depth Learning
for Face Anti-spoofing”, In Proceedings of
IEEE International Conference on Computer Vision and Pattern Recognition,
(CVPR2020). Seattle,
Washington, June 14-19, 2020. [pdf]
|
22.
|
Zitong Yu, Yunxiao
Qin, Xiaqing Xu, Chenxu
Zhao, Zezheng Wang, Zhen Lei, Guoying Zhao, “AUTO-FAS:
SEARCHING LIGHTWEIGHT NETWORKS FOR FACE ANTI-SPOOFING”, in Proceedings of the 45th International
Conference on Acoustics, Speech, and Signal Processing, (ICASSP 2020),
Barcelona, May 4-8, 2020. [pdf]
|
23.
|
Yuxiao Qin, Chenxu Zhao, Xiangyu Zhu, Zezheng Wang,
Zitong Yu, Tianyu Fu, Feng Zhou, Jingping Shi, Zhen
Lei, “Learning Meta Model for Zero- and Few-shot Face Anti-spoofing”,
in Proceedings
of the Thirty-Fourth AAAI Conference on Artificial Intelligence, (AAAI
2020), New York, New York USA, February 7–12, 2020. [pdf]
|
24.
|
Jinchuan Xiao, Yinhang
Tang, Jianzhu Guo, Yang Yang,
Xiangyu Zhu, Zhen Lei, Stan Z. Li. 3DMA: A Multi-modality 3D Mask Face
Anti-spoofing Database. In Proceedings of The 16-th IEEE International Conference on
Advanced Video and Signal-based Surveillance (AVSS2019), Taipei,
Taiwan, September 18-21, 2019. [pdf]
|
25.
|
Jianzhu
Guo, Xiangyu Zhu, Jinchuan Xiao, Zhen Lei, Genxun
Wan, Stan Z. Li, “Improving Face Anti-Spoofing by 3D Virtual Synthesis”,
In Proceedings of the 12th IAPR
International Conference on Biometrics, (ICB2019). Crete, Greece, June 4-7, 2019. [pdf]
|
26.
|
Jianwei Yang, Zhen
Lei, Dong Yi, Stan Z. Li. “Person-Specific Face Anti-Spoofing with
Subject Domain Adaptation”. IEEE Transactions on
Information Forensics and Security, 10(4):
797-809, April, 2015.[pdf]
|
27.
|
Jianwei
Yang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Face Liveness Detection
with Component Dependent Descriptor”. In Proceedings of the 6th IAPR International Conference on
Biometrics, (ICB2013).
Madrid, Spain, June 4-7, 2013. [pdf]
|
28.
|
Tao
Wang, Jianwei Yang, Zhen Lei, Shengcai Liao, Stan Z. Li. “Face Liveness Detection
Using 3D Structure Recovered from a Single Camera”. In Proceedings of the 6th IAPR
International Conference on Biometrics, (ICB2013). Madrid, Spain, June 4-7, 2013. [pdf]
|
29.
|
Junjie
Yan, Zhiwei Zhang, Zhen Lei,
Dong Yi, Stan Z. Li. “Face Liveness Detection by Exploring Multiple
Scenic Clues”. In Proceedings of 12th
International Conference on Control, Automation, Robotics and Vision,
(ICARCV2012). Guangzhou, China, December 5-7, 2012. [pdf]
|
30.
|
Zhiwei
Zhang, Junjie Yan, Sifei Liu, Zhen Lei, Dong Yi, Stan Z. Li.
"A Face Antispoofing Database with Diverse
Attacks". In Proceedings of The 5th IAPR International Conference on Biometrics
(ICB 2012), New Delhi, India, 2012.[pdf]
|
31.
|
Zhiwei Zhang, Dong Yi, Zhen Lei, Stan Li. “Face Liveness Detection by Learning Multispectral
Reflectance Distributions”, In Proceedings of IEEE International Conference on Automatic Face
& Gesture Recognition, (FG2011). Santa Barbara, CA, March, 2011. [pdf]
|
Face,
Pedestrian Attribute Analysis
1.
|
Zenghao Bao, Zichang Tan, Jun
Li, Jun Wan, Xibo Ma, Zhen Lei, “General
vs. Long-Tailed Age Estimation: An Approach to Kill Two Birds With One Stone”, IEEE Transaction on Image
Processing, volume 32, 6155-6167, 2023.
|
2.
|
Zenghao Bao, Yutian Luo, Zichang Tan, Jun Wan, Xibo
Ma, Zhen Lei, “Deep domain-invariant learning for facial age
estimation”, Neurocomputing 534: 86-93, 2023.
|
3.
|
Zenghao Bao, Zichagn Tan, Jun
Wan, Xibo Ma, Guodong
Guo, Zhen Lei, “Divergence-driven Consistency Training for
Semi-Supervised Facial Age Estimation”, IEEE
Transactions on Information Forensics and Security,
volume 18, 221-232, 2022
|
4.
|
Zenghao Bao, Zichang Tan, Yu
Zhu, Jun Wan, Xibo Ma, Zhen Lei, Guodong Guo, “LAE:
Long-tailed Age Estimation”, Computer
Analysis of Images and Patterns(CAIP), pp
308-316, 2021.
|
5.
|
Yang Yang,
Zichang Tan, Prayag Tiwari, Hari, Mohan Pandey,
Jun Wan, Zhen Lei, Guodong Guo, Stan Z.
Li, “Cascaded Split-and-Aggregate Learning with Feature Recombination for
Pedestrian Attribute Recognition”, International Journal of Computer
Vision, 129, 2731-2744, 2021.
|
6.
|
Jun Weng, Yang Yang, Zichang Tan, Zhen Lei, “Attentive Hybrid
Feature with Two-Step Fusion for Facial Expression Recognition” , In Proceedings of International Conference on Pattern Recognition,
(ICPR2020). Virtual-Milano, January 10-15, 2021.
|
7.
|
Zichang
Tan, Jun Wan, Zhen Lei, Ruicong Zhi, Guodong Guo, Stan Z. Li,
"Efficient Group-n Encoding and Decoding for Facial Age
Estimation", IEEE Transaction
on Pattern Analysis and Machine Intelligence, 40(11):2610-2623, 2018. [pdf]
|
8.
|
Jun
Wan, Zichang Tan, Zhen Lei, Guodong Guo, Stan Z. Li, "Auxiliary Demographic Information Assisted Age Estimation
with Cascaded Structure", IEEE Transactions on Cybernetics, 48(9),
2531-2541, 2018. [pdf]
|
9.
|
Jianzhu
Guo, Zhen Lei, Jun Wan, Egils Avots, Noushin Hajarolasvadi, Boris Knyazev,
Artem Kuharenko, Julio C. Silveira Jacques Junior, Xavier Baró, Hasan
Demirel, Sergio Escalera, Jüri Allik, Gholamreza Anbarjafari, “Dominant
and Complementary Emotion Recognition From Still Images of Faces”, IEEE Access, 6(1), 26391-26403,
2018. [pdf]
|
10.
|
Jianzhu
Guo, Shuai Zhou, Jinlin Wu, Jun Wan, Xiangyu
Zhu, Zhen Lei, Stan Z. Li
"Multi-modality Network with Visual and Geometrical Information for
Micro Emotion Recognition", Winner of Joint Challenge on Dominant and Complementary Emotion Recognition
Using Micro Emotion Features and Head, in conjunction with FG2017,
Washington, DC. May 30 –June 3, 2017. [pdf]
|
11.
|
Zichang
Tan, Shuai Zhou, Jun Wan, Zhen Lei,
Stan Z. Li. “Age Estimation Based on A Single Network with Soft Softmax of Aging Modeling”. In Proceedings of 13th Asian Conference on Computer Vision
(ACCV2016).Taipei,
November 20-24, 2016.[pdf]
|
12.
|
Ting Liu, Jun Wan, Tingzhao Yu, Zhen Lei, Stan Z. Li. “Age Estimation based on Multi-Region
Convolutional Neural Network”. In Proceedings of the 11th Chinese
Conference on Biometrics, (CCBR2016).
Chengdu, China, Oct. 14-16, 2016.[pdf]
|
13.
|
Jianqing Zhu,
Shengcai Liao, Dong Yi, Zhen Lei, Stan Z. Li. “Multi-label CNN Based Pedestrian
Attribute Learning for Soft Biometrics”, In Proceedings of the 8th IAPR International Conference on
Biometrics, (ICB2015).
Phuket, Thailand, May 19-22, 2015. [pdf]
IAPR Best Biometrics Student Paper Award
|
14.
|
Ting
Liu, Zhen Lei, Jun Wan, Stan
Z. Li. “DFDnet: Discriminant Face Descriptor
Network for Facial Age Estimation”, In Proceedings of the 10th Chinese
Conference on Biometrics, (CCBR2015).
Tianjin, China, Nov. 13-15, 2015. [pdf]
|
15.
|
Dong
Yi, Zhen Lei, Stan Z. Li. “Age
Estimation by Multi-scale Convolutional Network”. In Proceedings of 12th Asian Conference on Computer
Vision (ACCV2014). Singapore, November 1-5, 2014. [pdf]
|
16.
|
Dong
Cao, Zhen Lei, Zhiwei Zhang, Jun
Feng, Stan Z. Li. “Human Age Estimation Using Ranking SVM”. In Proceedings of 7th Chinese
Conference on Biometric Recognition (CCBR2012). Guangzhou, China,
December 4-5, 2012.
|
17.
|
Jitao Sang, Zhen
Lei, Stan Z. Li. “Face Image Quality Evaluation for
ISO/IEC Standards 19794-5 and 29794-5”. In
Proceedings of IAPR/IEEE International Conference on Biometrics,
(ICB-2009). Alghero,
Italy,
June 2009. [pdf]
|
Object
Tracking
1.
|
Longyin Wen, Dawei Du, Zhaowei
Cai, Zhen Lei, Ming-Ching Chang, Honggang
Qi, Jongwoo Lim, Ming-Hsuan Yang, Siwei Lyu, “UA-DETRAC: A new benchmark and protocol
for multi-object detection and tracking”, Comput.
Vis. Image Underst. 193: 102907, 2020.
[pdf]
|
2.
|
Longyin Wen, Zhen
Lei, Ming-Ching Chang, Honggang Qi, Siwei Lyu. “Multi-Camera Multi-Target Tracking with
Space-Time-View Hyper-graph”. International
Journal of Computer Vision (IJCV), Volume 122, Issue 2, pp 313–333,
April 2017. [pdf]
|
3.
|
Longyin
Wen, Zhen Lei, Siwei Lyu, Stan Z. Li, Ming-Hsuan Yang. “Exploiting Hierarchical Dense Structures on
Hypergraphs for Multi-Object Tracking”, IEEE Transaction on Pattern
Analysis and Machine Intelligence, 38(10):1983-1996,
2016. [pdf]
|
4.
|
Zhaowei Cai, Longyin Wen, Zhen
Lei, Nuno Vasconcelos, Stan Z. Li. “Robust Deformable and Occluded
Object Tracking With Dynamic Graph”. IEEE Transaction on Image Processing,
23(12): 5497-5509, December, 2014. [pdf]
|
5.
|
Longyin Wen, Zhaowei Cai, Zhen
Lei, Dong Yi, Stan Z. Li. “Robust Online Learned Spatio-Temporal
Context Model for Visual Tracking”, IEEE
Transaction on Image Processing, 23(2): 785-796, February, 2014. [pdf]
|
6.
|
Longyin
Wen, Dawei Du, Zhen Lei, Stan
Z. Li, Ming-Hsuan Yang. “JOTS: Joint Online Tracking and Segmentation”,
In Proceedings of IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2015).Boston,
June 7-12, 2015. [pdf]
|
7.
|
Wenbo Li, Longyin Wen, Mooi Choo Chuah, Yi Zhang, Zhen Lei, Stan Z. Li.
"Online Visual Tracking using Temporally Coherent Part
Clusters". In Proceedings of
2015 IEEE Winter Conference on Applications of Computer Vision (WACV
2015). Waikoloa Beach, Hawaii, January 6-9, 2015.[pdf]
|
8.
|
Longyin
Wen, Zhaowei Cai, Dawei Du, Zhen Lei, Stan Z. Li. “Learning
Discriminative Hidden Structural Parts for Visual Tracking”, In Workshop on Feature and Similarity
Learning for Computer Vision (FSLCV), in conjunction with ACCV2014,
Singapore, November 1-5, 2014.[pdf]
|
9.
|
Longyin
Wen, Wenbo Li, Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. “Multiple Target Tracking
Based on Undirected Hierarchical Relation Hypergraph”. In Proceedings of 27th IEEE International
Conference on Computer Vision and Pattern Recognition, (CVPR2014).
Columbus, Ohio, June 23-28, 2014.[pdf]
|
10.
|
Zhaowei
Cai, Longyin Wen, Dong Cao, Zhen Lei, Dong Yi, Stan Z. Li.
“Person-Specific Face Tracking with Online Recognition”. In Proceedings of the 10th IEEE
International Conference on Automatic Face and Gesture Recognition,
(FG2013). Shanghai, China, April 22-26, 2013.[pdf]
|
11.
|
Zhaowei
Cai, Longyin Wen, Jianwei Yang, Zhen Lei, Stan Z. Li. “Structured
Tracking with Dynamic Graph”. In Proceedings
of 11th Asian Conference on Computer Vision (ACCV2012).
Daejeon, Korea, November 5-9, 2012. [pdf]
|
12.
|
Longyin
Wen, Zhaowei cai, Zhen Lei, Dong Yi, Stan Z. Li.
“Online Spatio-Temporal Structural Context
Learning for Visual Tracking”. In Proceedings
of 12th European Conference on Computer Vision, (ECCV2012).
Firenze, Italy, October 7-13, 2012.
[pdf]
|
13.
|
Longyin
Wen, Zhaowei cai, Menglong Yang, Zhen
Lei, Dong Yi, Stan Z. Li. “Online Multiple Instance Joint Model for
Visual Tracking”. In Proceedings of
IEEE International Conference on Advanced Video and Signal-Based
Surveillance, (AVSS2012). Beijing, China, September 18-21, 2012. [pdf]
|
Object,
Person Re-identification and Video Analysis
1.
|
Zhigang Chen, Benjia Zhou, Jun Li, Jun Wan, Zhen Lei, Ning
Jiang, Quan Lu, Guoqing Zhao, "Factorized
Learning Assisted with Large Language Model for Gloss-free Sign Language
Translation", COLING2024, Torino, Italia, May 20-25, 2024.
|
2.
|
Hao Tan, Jun Li, Yizhuang Zhou, Jun Wan, Zhen Lei, Xiangyu Zhang, "Compound Text-Guided Prompt
Tuning via Image-Adaptive Cues", In Proceedings of The 38th Annual AAAI Conference on Artificial
Intelligence, (AAAI 2024). Vancouver, Canada, February 20-27,
2024.
|
3.
|
Benzhi Wang, Yang Yang,
Jinlin Wu, Guo-jun Qi, Zhen Lei,
“Self-similarity Driven Scale-invariant Learning for Weakly Supervised
Person Search”, In ICCV2023, Paris, France, 2-6,
Oct. 2023.
|
4.
|
Benjia Zhou, Zhigang Chen, Albert Clapes,
Jun Wan, Yanyan Liang, Sergio Escalera, Zhen Lei, Du Zhang,
“Gloss-free Sign Language Translation: Improving from Visual-Language
Pretraining”, In ICCV2023, Paris, France, 2-6, Oct. 2023.
|
5.
|
Jinlin Wu, Yuxin Yang, Zhen
Lei, Yang Yang, Shukai
Chen, Stan Z. Li, “Camera-aware representation learning for person
re-identification”. Neurocomputing 518: 155-164, 2023
|
6.
|
Jinlin Wu, Lingxiao He, Wu Liu, Yang Yang,
Zhen Lei, Tao Mei, Stan Z. Li, “CAViT: Contextual Alignment Vision
Transformer for Video Object Re-identification”, In Proceedings of 17th
European Conference on Computer Vision, (ECCV2022),
Oct. 23-27, 2022.
|
7.
|
Benjia Zhou, Pichao Wang,
Jun Wan, Yanyan Liang, Fan Wang, Du Zhang, Zhen Lei, Hao Li, Rong Jin, “Decoupling and Recoupling
Spatiotemporal Representation for RGB-D-based Motion Recognition”, In
Proceedings of IEEE
International Conference on Computer Vision and Pattern Recognition,
(CVPR2022). New
Orleans, Louisiana, June 19-24, 2022.
|
8.
|
Yang Yang,
Guan’an Wang, Prayag Tiwari, Hari, Mohan
Pandey, Zhen Lei, “Pixel and Feature Transfer Fusion for
Unsupervised Cross-Dataset Person Reidentification”, IEEE Transactions
on Neural Networks and Learning Systems, accepted, 01 December 2021.
|
9.
|
Jinlin Wu, Yang Yang, Zhen Lei,
Jinqiao Wang, Stan Z. Li, Prayag Tiwari, Hari
Mohan Pandey, “An end-to-end exemplar association for unsupervised person
Re-identification”, Neural Networks,
129:43-54, 2020. [pdf]
|
10.
|
Jianqing Zhu, Huanqiang Zeng, Jingchang Huang, Xiaobin
Zhu, Zhen Lei, Canhui Cai,
Lixin Zheng, “Body Symmetry and Part-Locality-Guided Direct Nonparametric
Deep Feature Enhancement for Person Reidentification”, IEEE Internet Things Journal,
7(3), 2053-2065, 2020. [pdf]
|
11.
|
Jianqing Zhu, Huanqiang Zeng, Jingchang Huang, Shengcai
Liao, Zhen Lei, Canhui Cai,
Lixin Zheng, “Vehicle Re-Identification Using Quadruple Directional Deep
Learning Features”, IEEE
Transactions on Intelligent Transportation Systems, 21(1): 410-420,
2020. [pdf]
|
12.
|
Jianqing Zhu, Jingchang Huang,
Huanqiang Zeng, Xiaoqing Ye, Baoqing Li, Zhen
Lei, Lixing Zheng, “Object Reidentification
via Joint Quadruple Decorrelation Directional Deep Networks in Smart
Transportation”, IEEE Internet
Things Journal, 7(4), 2944-2954, 2020. [pdf]
|
13.
|
Chuan-Xian Ren, Bo-Hua Liang,
Pengfei Ge, Yiming Zhai, Zhen Lei,
“Domain Adaptive Person Re-Identification via Camera Style Generation and
Label Propagation”. IEEE Transactions on Information
Forensics and Security, 15, 1290-1302, 2020.
|
14.
|
Chuan-Xian Ren, Xiao-Lin Xu, Zhen Lei, “A Deep and Structured
Metric Learning Method for Robust Person Re-Identification”, Pattern Recognition, 96, 2019.
|
15.
|
Jinlin
Wu, Yang Yang, Hao Liu, Shengcai
Liao, Zhen Lei, Stan Z. Li,
“Unsupervised Graph Association for Person Re-identification”, In Proceedings of IEEE International
Conference on Computer Vision, (ICCV2019). Seoul, Korea, Oct. 27-Nov.
2, 2019. [pdf]
|
16.
|
Jinlin
Wu, Shengcai Liao, Zhen Lei, Xiaobo Wang, Yang Yang,
Stan Z. Li. “Clustering and Dynamic Sampling Based Unsupervised Domain
Adaption for Person Re-identification”, In Proceedings of IEEE International Conference on Multimedia and
Expo, (ICME 2019), Shanghai , China, July
8-12, 2019. [pdf]
|
17.
|
Yang
Yang, Zhen
Lei, Jinqiao Wang, Stan Z. Li, “In Defense
of Color Names for Small-Scale Person Re-Identification”, In Proceedings of the 12th IAPR
International Conference on Biometrics, (ICB2019). Crete, Greece,
June 4-7, 2019. [pdf]
|
18.
|
Hongsheng Wang, Yang Yang, Shengcai Liao, Dong Cao, Zhen Lei. Similarity Scores Based Re-classification for
Open-Set Person Re-identification. In Proceedings of the 14th Chinese
Conference on Biometrics, (CCBR2019).
Hunan, China, October 12-13, 2019.
|
19.
|
Jianqing Zhu,Huanqiang
Zeng, Yongzhao Du, Zhen Lei, Lixin Zheng, Canhui Cai, “Joint
Feature and Similarity Deep Learning for Vehicle Re-identification”, IEEE Access, 6(1), 43724-43731,
2018.
|
20.
|
Xiaobo Wang, Zhen Lei,
Shengcai Liao, Xiaojie Guo, Yang Yang, Stan Z. Li, “Dependence-Aware
Feature Coding for Person Re-Identification”, IEEE Signal Processing Letters, 25(4), 506-510, 2018. [pdf]
|
21.
|
Jianqing Zhu, Huanqiang
Zeng, Shengcai Liao, Zhen Lei, Canhui Cai, Lixin Zheng, “Deep
Hybrid Similarity Learning for Person Re-identification”, IEEE
Transaction on Circuits and Systems for Video Technology, 28(11), 3183-3193,
2018. [pdf]
|
22.
|
Jianqing
Zhu, Huanqiang Zeng, Zhen Lei, Shengcai Liao, Lixin
Zheng, Canhui Cai. “A Shortly and Densely Connected Convolutional Neural
Network for Vehicle Re-identification”. In Proceedings of International Conference on Pattern Recognition,
(ICPR2018). Beijing, China, August 20-24, 2018. [pdf]
|
23.
|
Jianqing Zhu, Shengcai
Liao, Zhen Lei, Stan Z. Li, “Multi-label convolutional neural
network based pedestrian attribute classification”, Image
and Vision Computing,vol 58: 224-229, 2017. [pdf]
|
24.
|
Hailin
Shi, Yang Yang, Xiangyu
Zhu, Shengcai Liao, Zhen Lei, Weishi Zheng, Stan Z. Li.
“Embedding Deep Metric for Person Re-identifi
cation: A Study Against Large Variations”. In Proceedings of European Conference on Computer Vision, (ECCV2016).
Amsterdam, Oct. 8-16, 2016.
[pdf]
|
25.
|
Yang
Yang, Zhen
Lei, Shifeng Zhang, Hailin
Shi, Stan Z. Li. “Metric Embedded Discriminative Vocabulary Learning for
High-Level Person Representation”, in Proceedings
of the Thirtieth AAAI Conference on Artificial Intelligence, (AAAI 2016),
Phoenix, Arizona USA, February 12–17, 2016. [pdf]
|
26.
|
Yang
Yang, Shengcai Liao, Zhen Lei, Stan Z. Li. “Large
Scale Similarity Learning Using Similar Pairs for Person Verification”,
in Proceedings of the Thirtieth
AAAI Conference on Artificial Intelligence, (AAAI 2016), Phoenix,
Arizona USA, February 12–17, 2016. [pdf]
|
27.
|
Hong Han, Jianfei
Zhu, Shengcai Liao, Zhen Lei, Stan Z.
Li. “Moving Object Detection Revisited: Speed and Robustness”. IEEE Transaction on Circuits and
Systems for Video Technology, 25(6): 910-921, June, 2015. [pdf]
|
28.
|
Jianqing Zhu, Shikun Feng,
Dong Yi, Shengcai Liao, Zhen Lei, Stan
Z. Li. “High Performance Video Condensation System”. IEEE Transaction on Circuits and Systems for Video Technology,
25(7): 1113-1124, July, 2015. [pdf]
|
29.
|
Jianqing
Zhu, Shengcai Liao, Zhen Lei, Stan Z. Li. “Improve Pedestrian Attribute
Classification by Weighted Interactions from Other Attributes”, In Workshop on Human Identification for
Surveillance (HIS), in conjunction with ACCV2014, Singapore, November
1-5, 2014.[pdf]
|
30.
|
Yang
Hu, Dong Yi, Shengcai Liao, Zhen Lei, Stan Z. Li. “Cross
Dataset Person Re-identification”. In Workshop
on Human Identification for Surveillance (HIS), in conjunction with
ACCV2014, Singapore, November 1-5, 2014.[pdf]
|
31.
|
Dong
Yi, Zhen Lei, Shengcai Liao, Stan Z. Li. “Deep Metric Learning for
Person Re-Identification”. In Proceedings
of International Conference on Pattern Recognition, (ICPR2014).
Sweden, August 24-28, 2014.[pdf]
|
32.
|
Yang
Yang, Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li.
“Color Models and Weighted Covariance Estimation for Person
Re-Identification”. In Proceedings
of International Conference on Pattern Recognition, (ICPR2014).
Sweden, August 24-28, 2014.[pdf]
|
33.
|
Yang
Hu, Shengcai Liao, Dong Yi, Zhen Lei, Stan Z. Li.
“Multi-Camera Trajectory Mining: Database and Evaluation”. In Proceedings of International
Conference on Pattern Recognition, (ICPR2014). Sweden, August 24-28,
2014.[pdf]
|
34.
|
Jianqing Zhu,
Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li, “Pedestrian Attribute
Classification in Surveillance: Database and Evaluation”. In ICCV workshop on Large-Scale Video
Search and Mining, Sydney, Australia, December 1-8, 2013.[pdf]
|
35.
|
Yang
Hu, Shengcai Liao, Zhen Lei, Dong Yi, Stan Z. Li. “Exploring Structural Information and Fusing Multiple Features for
Person Re-identification”. In
IEEE Workshop on Camera Networks
and Wide Area Scene Analysis (in conjunction with CVPR 2013). Portland, Oregon, June 23-28, 2013. [pdf]
|
36.
|
Jianwei
Yang, Zhaowei Cai, Longyin
Wen, Zhen Lei, Guodong Guo, Stan Z. Li. “A New Projection Space for
Separation of Specular and Diffuse Reflection Components in Color Images”.
In Proceedings of 11th
Asian Conference on Computer Vision (ACCV2012). Daejeon, Korea,
November 5-9, 2012. [pdf]
|
37.
|
Jianwei
Yang, Shizheng Wang, Zhen Lei, Yanyun Zhao, Stan Z. Li.
“Spatio-Temporal LBP based Moving Object
Segmentation in Compressed Domain”. In Proceedings of IEEE International Conference on Advanced Video
and Signal-Based Surveillance, (AVSS2012). Beijing, China, September
18-21, 2012. [pdf]
|
38.
|
Xucong
Zhang, Junjie Yan, Shikun Feng, Zhen Lei, Dong Yi, Stan Z. Li.
“Water Filling: Unsupervised People Counting via Vertical Kinect Sensor”.
In Proceedings of IEEE
International Conference on Advanced Video and Signal-Based Surveillance,
(AVSS2012). Beijing, China, September 18-21, 2012. [pdf]
|
39.
|
Shikun
Feng, Zhen Lei, Dong Yi, Stan
Z. Li. “Online Content-aware Video Condensation”. In Proceedings
of IEEE International Conference on Computer Vision and Pattern
Recognition, (CVPR2012).Providence,
Rhode island, June 16-21, 2012.[pdf]
|
40.
|
Rui Qin, Shengcai Liao, Zhen Lei, Stan Z. Li. “Moving Cast
Shadow Removal Based on Local Descriptors”, In Proceedings of 20th International Conference on
Pattern Recognition. Istanbul, Turkey, August 23-26, 2010. [pdf]
|
41.
|
Jitao Sang, Zhen Lei, Shengcai Liao, Stan Z.
Li. “Adaptive
Object Classification in Surveillance System by Exploiting Scene
Context”. In 1st International
Workshop on Visual Scene Understanding (ViSU’09, in conjunction with CVPR 2009). Miami,
Florida, June, 2009.
[pdf]
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Professional
Activities
² Invited
Speaker, on Human-centric
Trustworthy Computer Vision From Research to
Applications (ICCV2021 workshop)
² Invited
Speaker, on 2021 10th International Conference
on Computing and Pattern Recognition (ICCPR 2021)
² Tutorial,
on International Joint Conference
on Biometrics (IJCB 2021)
² Keynote
Speaker, “Face Recognition - Research and Recent Advances”, on ICB-2019
² Invited
Speaker, “Face Recognition – Recent Advances and Future Direction”, on WISE 2019
² Keynote
Speaker, “Multispectral Methods for Biometric Anti-spoofing” on 2011 FP7 RISE Beijing
Conference.
² Associate
Editor, IEEE
Transactions on Biometrics, Behavior, and Identity Science (T-BIOM),
from Jan 1, 2023
² Associate
Editor, IEEE
Transactions on Information Forensics and Security (TIFS), from July
2022
² Associate
Editor, Pattern
Recognition, from 2021
² Associate
Editor, IET
Computer Vision, from 2019
² Associate
Editor, Neurocomputing,
from 2017
² Area
Chair, The 18th IEEE
International Conference on Automatic Face and Gesture Recognition (FG
2024)
² Program
Co-chair, IEEE
International Joint Conference on Biometrics (IJCB 2023)
² Area
Chair, ECCV 2022
² Competition
Co-Chair, INTERNATIONAL JOINT CONFERENCE
ON BIOMETRICS (IJCB 2022)
² Area
Chair, INTERNATIONAL JOINT CONFERENCE ON
BIOMETRICS (IJCB 2022)
² Area
Chair, 26th International
Conference on Pattern Recognition (ICPR 2022)
² Area
Chair, IEEE 9th
International Conference on Biometrics: Theory, Applications and
Systems (BTAS 2018)
² Area
Chair, 11th IAPR International
Conference on Biometrics (ICB 2018)
² Area
Chair, IAPR/IEEE International
Conference on Biometric (ICB 2016)
² Area
Chair, IAPR/IEEE International Conference on
Biometric (ICB 2015)
² Area
Chair, 11th IEEE International
Conference on Automatic Face and Gesture Recognition (FG 2015)
² Area
Chair, International Joint Conference on
Biometrics (IJCB 2014)
² Publicity
Co-Chair, 10th IEEE International
Conference on Advanced Video and Signal-Based Surveillance
(AVSS-2013)
² Program
Committee,
International Joint Conference on Biometrics (IJCB 2017)
² Program
Committee, 8th
IEEE International Conference on Biometrics: Theory, Applications, and
Systems (BTAS 2016)
² Program
Committee, 10th IEEE
International Conference on Automatic Face and Gesture Recognition (FG
2013)
² Program
Committee, 1st ACCV Workshop
on Computer Vision with Local Binary Pattern Variants (LBP 2012)
² Program
Committee, International Conference on
Informatics, Electronics & Vision (ICIEV12)
² Review
for Electronics
Letters, from 2017
² Review
for Information
Fusion, from 2017
² Review
for ACM Transactions on Multimedia
Computing, Communications, and Applications (TOMM), from 2017
² Review
for IEEE
Signal Processing Magazine, from 2016
² Review
for International
Journal of Machine Learning and Cybernetics, from 2016
² Review
for IEEE
Transactions on Systems, Man, and Cybernetics: Systems (TSMC-A), from
2015
² Review
for IEEE
Access, from 2015
² Review
for Information
Sciences (SCIENCE CHINA), from 2015
² Review
for IEEE
Transactions on Neural Networks and Learning Systems (T-NNLS), from
2014
² Review
for International Journal
of Computer Vision (IJCV), from 2014
² Review
for Computer
Vision and Image Understanding (CVIU), from 2014
² Review
for Image
and Vision Computing, from 2013
² Review
for Information
Sciences, from 2013
² Review
for IEEE Transactions
on Multimedia (TMM), from 2013
² Review
for IEEE Transactions on Circuits and
Systems for Video Technology(TCSVT), from 2013
² Review
for Signal,
Image and Video Processing, from 2013
² Review
for IEEE
Signal Processing Letters, from 2012.
² Review
for Pattern
Recognition Letters, from 2012
² Review
for The
Visual Computer, from 2012
² Review
for IEEE
Transactions on Systems, Man, and Cybernetics--Part B (TSMC-B,
Cybernetics), from 2012
² Review
for IEEE
Transactions on Systems, Man, and Cybernetics--Part C (TSMC-C),
from 2012
² Review
for International Journal of
Image & Graphics (IJIG), from 2012
² Review
for Knowledge-Based
Systems, from 2012
² Review
for Journal
of Computer Science and Technology (JCST), from 2012.
² Review
for IEEE
Trans. on Information Forensics and Security (T-IFS), from 2012.
² Review
for IEEE
Trans. on Instrumentation and Measurement, from 2012
² Review
for IEEE
Signal Processing Letters, from 2012
² Review
for Neurocomputing,
from 2011.
² Review
for Computers
and Graphics, from 2011.
² Review
for Pattern
Recognition (PR), from 2011.
² Review
for IEEE
Trans. on Image Processing (T-IP), from 2011.
² Review
for IEEE
Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), from
2007.
² Review
for The 22nd
International Conference of Pattern Recognition (ICPR-2014).
² Review
for IEEE International
Conference on Acoustics, Speech and Signal Processing (ICASSP-2014).
² Review
for 12th International
Conference on Control, Automation, Robotics and Vision (ICARCV-2012).
² Review
for 12th European Conference
on Computer Vision (ECCV-2012).
² Review
for IEEE Computer
Society Conference on Computer Vision and Pattern Recognition
(CVPR-2009).
² Review
for IAPR/IEEE
International Conference on Biometric (ICB-2009).
² Review
for IAPR/IEEE
International Conference on Biometric (ICB-2007).
² Review
for The 2006
International Conference of Pattern Recognition (ICPR-2006).
Awards
and honors
·
2024 IEEE Fellow
·
2022 IAPR Fellow
·
2019 IAPR YOUNG
BIOMETRICS INVESTIGATOR AWARD
·
2023 CCBR the
Springer Best Paper 1st Runner Up Award
·
2022 CCBR the Best
Poster Paper Award
·
2018 ICME Best
Student Paper Award Runner-up
·
2017 CCBR Best
Student Paper Award
·
2015 IAPR Best
Biometrics Student Paper Award
·
2014 IAPR Best
Biometrics Student Paper Award
·
2013 FG Best Student
Paper Honorable Mention
·
2007 ICB Best Paper
Award
·
2006 ICB Best Student
Paper Award
·
2024 The 1st
Place of Face Recognition Challenge in the Era of Synthetic Data (FRCSyn) at WACV2024
·
2021 The 1st
Place of CAIP Guess the age contest
·
2019 The Champion of DeepGlint-Large Track in Light Weight Face Recognition
Challenge
·
2019 The Winner of
competition of (Semi-) Supervised Face Detection in Low Light Conditions
·
2017 The Winner of
FG2017 facial micro-expression recognition competition
·
2013 The Winner of
the 300-W Challenge on facial landmark detection
·
2013 The Winner of The 2nd competition on counter measures to 2D facial
spoofing attacks
·
2011 The Winner of
IJCB 2011 Competition on counter measures to 2D facial spoofing attacks
·
2010 Excellent
Student Award, CASIA
·
2008 Beijing Olympic
and Paralympic Great Contribution Award
·
2008 Excellent
Student Award, CASIA
·
2005 Outstanding
Graduate Scholarship, USTC
·
2005 First
Scholarship, USTC
·
2004 First
Scholarship, USTC
·
2003 Second
Scholarship, USTC
·
2001 New Student
Scholarship, USTC
Last Updated: April
17, 2024
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